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相关论文: Multi-Modal Sarcasm Detection Based on Contrastive…

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Multimodal sarcasm detection is a complex task that requires distinguishing subtle complementary signals across modalities while filtering out irrelevant information. Many advanced methods rely on learning shortcuts from datasets rather…

机器学习 · 计算机科学 2025-11-18 Yihua Wang , Qi Jia , Cong Xu , Feiyu Chen , Yuhan Liu , Haotian Zhang , Liang Jin , Lu Liu , Zhichun Wang

Despite progress in multimodal sarcasm detection, existing datasets and methods predominantly focus on single-image scenarios, overlooking potential semantic and affective relations across multiple images. This leaves a gap in modeling…

计算机视觉与模式识别 · 计算机科学 2026-03-02 Haochen Zhao , Yuyao Kong , Yongxiu Xu , Gaopeng Gou , Hongbo Xu , Yubin Wang , Haoliang Zhang

Sarcasm is a complex form of figurative language in which the intended meaning contradicts the literal one. Its prevalence in social media and popular culture poses persistent challenges for natural language understanding, sentiment…

计算与语言 · 计算机科学 2026-03-05 Aaron Scott , Maike Züfle , Jan Niehues

Sarcasm detection is the task of identifying irony containing utterances in sentiment-bearing text. However, the figurative and creative nature of sarcasm poses a great challenge for affective computing systems performing sentiment…

计算与语言 · 计算机科学 2021-07-08 Hamed Yaghoobian , Hamid R. Arabnia , Khaled Rasheed

Sarcasm is a complex linguistic phenomenon that involves a disparity between literal and intended meanings, making it challenging for sentiment analysis and other emotion-sensitive tasks. While traditional sarcasm detection methods…

计算与语言 · 计算机科学 2025-08-06 Xinyu Wang , Yue Zhang , Liqiang Jing

Sarcasm is an intricate form of speech, where meaning is conveyed implicitly. Being a convoluted form of expression, detecting sarcasm is an assiduous problem. The difficulty in recognition of sarcasm has many pitfalls, including…

计算与语言 · 计算机科学 2020-06-02 Kartikey Pant , Tanvi Dadu

Interpreting figurative language such as sarcasm across multi-modal inputs presents unique challenges, often requiring task-specific fine-tuning and extensive reasoning steps. However, current Chain-of-Thought approaches do not efficiently…

计算与语言 · 计算机科学 2025-08-26 Aashish Anantha Ramakrishnan , Aadarsh Anantha Ramakrishnan , Dongwon Lee

The enormous use of sarcastic text in all forms of communication in social media will have a physiological effect on target users. Each user has a different approach to misusing and recognising sarcasm. Sarcasm detection is difficult even…

计算与语言 · 计算机科学 2023-04-19 Swapnil Mane , Vaibhav Khatavkar

Sarcasm Detection has enjoyed great interest from the research community, however the task of predicting sarcasm in a text remains an elusive problem for machines. Past studies mostly make use of twitter datasets collected using hashtag…

机器学习 · 计算机科学 2022-10-17 Rishabh Misra , Prahal Arora

The sarcasm detection task in natural language processing tries to classify whether an utterance is sarcastic or not. It is related to sentiment analysis since it often inverts surface sentiment. Because sarcastic sentences are highly…

机器学习 · 计算机科学 2024-10-17 Lazar Đoković , Marko Robnik-Šikonja

Multimodal sarcasm detection has attracted growing interest due to the rise of multimedia posts on social media. Understanding sarcastic image-text posts often requires external contextual knowledge, such as cultural references or…

计算与语言 · 计算机科学 2025-10-30 Soumyadeep Jana , Abhrajyoti Kundu , Sanasam Ranbir Singh

Conversations emerge as the primary media for exchanging ideas and conceptions. From the listener's perspective, identifying various affective qualities, such as sarcasm, humour, and emotions, is paramount for comprehending the true…

计算与语言 · 计算机科学 2022-11-23 Shivani Kumar , Ishani Mondal , Md Shad Akhtar , Tanmoy Chakraborty

Sarcasm is common in online discussions, yet difficult for machines to identify because the intended meaning often contradicts the literal wording. In this work, I study sarcasm detection using only classical machine learning methods and…

计算与语言 · 计算机科学 2026-01-26 Subrata Karmaker

Computational models for sarcasm detection have often relied on the content of utterances in isolation. However, speaker's sarcastic intent is not always obvious without additional context. Focusing on social media discussions, we…

计算与语言 · 计算机科学 2017-07-21 Debanjan Ghosh , Alexander Richard Fabbri , Smaranda Muresan

Sarcasm detection remains a significant challenge due to its reliance on nuanced contextual understanding, world knowledge, and multi-faceted linguistic cues that vary substantially across different sarcastic expressions. Existing…

计算与语言 · 计算机科学 2026-01-27 Ziyang Zhou , Ziqi Liu , Yan Wang , Yiming Lin , Yangbin Chen

Computational models for sarcasm detection have often relied on the content of utterances in isolation. However, the speaker's sarcastic intent is not always apparent without additional context. Focusing on social media discussions, we…

计算与语言 · 计算机科学 2018-08-29 Debanjan Ghosh , Alexander R. Fabbri , Smaranda Muresan

Multimodal sentiment analysis is a fundamental problem in the field of affective computing. Although significant progress has been made in cross-modal interaction, it remains a challenge due to the insufficient reference context in…

多媒体 · 计算机科学 2025-08-12 Xianbing Zhao , Shengzun Yang , Buzhou Tang , Ronghuan Jiang

Sarcasm employs ambivalence, where one says something positive but actually means negative, and vice versa. The essence of sarcasm, which is also a sufficient and necessary condition, is the conflict between literal and implied sentiments…

计算与语言 · 计算机科学 2022-04-29 Yiyi Liu , Yequan Wang , Aixin Sun , Xuying Meng , Jing Li , Jiafeng Guo

Stance Detection (SD) on social media has emerged as a prominent area of interest with implications for social business and political applications thereby garnering escalating research attention within NLP. The inherent subtlety and…

计算与语言 · 计算机科学 2025-03-06 Gibson Nkhata , Susan Gauch

Sarcasm can be defined as saying or writing the opposite of what one truly wants to express, usually to insult, irritate, or amuse someone. Because of the obscure nature of sarcasm in textual data, detecting it is difficult and of great…

计算与语言 · 计算机科学 2022-09-21 Faria Binte Kader , Nafisa Hossain Nujat , Tasmia Binte Sogir , Mohsinul Kabir , Hasan Mahmud , Kamrul Hasan